Improving tag transfer for image annotation using visual and semantic information
dc.contributor.author | Rodriguez-Vaamonde, Sergio | |
dc.contributor.author | Torresani, Lorenzo | |
dc.contributor.author | Espinosa, Koldo | |
dc.contributor.author | Garrote, Estibaliz | |
dc.contributor.institution | Tecnalia Research & Innovation | |
dc.date.accessioned | 2024-07-24T11:46:10Z | |
dc.date.available | 2024-07-24T11:46:10Z | |
dc.date.issued | 2014 | |
dc.description.abstract | This paper addresses the problem of image annotation using a combination of visual and semantic information. Our model involves two stages: a Nearest Neighbor computation and a tag transfer stage that collects the final annotations. For the latter stage, several algorithms have been implemented in the past using labels' information or including implicitly some visual features. In this paper we propose a novel algorithm for tag transfer that takes advantage explicitly of semantic and visual information. We also present a structured training procedure based on a concept we have called Image Networking: all the images in a training database are 'connected' visually and semantically, so it is possible to exploit these connections to learn the tag transfer parameters at annotation time. This learning is local for the test image and it exploits the information obtained in the Nearest Neighbor computation stage. We demonstrate that our approach achieves state-of-The-art performance on the ImageCLEF2011 dataset. | en |
dc.description.status | Peer reviewed | |
dc.identifier.citation | Rodriguez-Vaamonde , S , Torresani , L , Espinosa , K & Garrote , E 2014 , Improving tag transfer for image annotation using visual and semantic information . in 2014 12th International Workshop on Content-Based Multimedia Indexing, CBMI 2014 . , 6849846 , Proceedings - International Workshop on Content-Based Multimedia Indexing , IEEE Computer Society , 12th International Workshop on Content-Based Multimedia Indexing, CBMI 2014 , Klagenfurt , Austria , 18/06/14 . https://doi.org/10.1109/CBMI.2014.6849846 | |
dc.identifier.citation | conference | |
dc.identifier.doi | 10.1109/CBMI.2014.6849846 | |
dc.identifier.isbn | 9781479939909 | |
dc.identifier.issn | 1949-3991 | |
dc.identifier.uri | https://hdl.handle.net/11556/1534 | |
dc.identifier.url | http://www.scopus.com/inward/record.url?scp=84904961943&partnerID=8YFLogxK | |
dc.language.iso | eng | |
dc.publisher | IEEE Computer Society | |
dc.relation.ispartof | 2014 12th International Workshop on Content-Based Multimedia Indexing, CBMI 2014 | |
dc.relation.ispartofseries | Proceedings - International Workshop on Content-Based Multimedia Indexing | |
dc.rights | info:eu-repo/semantics/restrictedAccess | |
dc.subject.keywords | Image annotation | |
dc.subject.keywords | Image indexing | |
dc.subject.keywords | multi-modal information fusion | |
dc.subject.keywords | tag transfer | |
dc.subject.keywords | Computer Graphics and Computer-Aided Design | |
dc.subject.keywords | Information Systems | |
dc.title | Improving tag transfer for image annotation using visual and semantic information | en |
dc.type | conference output |